Systems and methods for scene change recommendations

ABSTRACT

Systems and methods are disclosed for indicating whether a scene in a media asset corresponds to a scene for which a scene change was previously requested. A media player client monitors scene sequences in a media asset to anticipate whether the user will initiate a scene change request based on historical scene change data. In response to detecting a scene sequence for which the user is expected to request a scene change, the media player client determines whether a scene change is necessary and outputs an indication of whether a scene change is recommended.

BACKGROUND

The present disclosure is directed to media player clients, and moreparticularly to media player clients that have content filteringcapabilities.

SUMMARY

When people watch movies, they often recognize certain reoccurring scenesequences and guess future scenes accordingly. For example, afterwatching multiple horror movies, a person may identify a common scenesequence in which a character is being stalked by a monster, thecharacter enters a dark environment, and then a jump scare occurs. It ispossible that the person does not like jump scares and tends to skipthrough jump scare scenes. Because the person has recognized areoccurring scene sequence across multiple horror movies, the person mayrequest a preemptive scene change upon viewing a scene in which acharacter enters a dark environment. As each movie is different,however, the subsequent scene may not be a jump scare, and therefore apreemptive scene change will prevent the person from viewing apotentially important scene.

This issue also exists in the context of manual parental controls. Forexample, a parent may be viewing a romantic comedy TV show with his/herchild. Based on his experience with romantic comedies, the parentrecognizes a scene sequence in which a character takes another characteron a date, both characters return to a house, and an intimate scenebegins. To prevent the child from viewing the potential intimate scene,the parent may fast-forward by one minute at the scene where thecharacters arrive at the house. If in the particular TV show beingwatched by the parent and his/her child, the characters return to thehouse and an intimate scene does not take place, the parent may haveunknowingly skipped an important non-intimate scene. To prevent thisfrom happening, the parent should be informed that the scene does notneed to be changed.

Systems and methods for analyzing a scene and indicating whether a sceneshould be changed are thus described herein. In at least one embodiment,a media player client identifies, in a viewing history of a user, afirst media asset for which a scene change request was received duringplayback. The media player client identifies a first scene in the firstmedia asset where the scene change request was received and determines afirst sequence of scenes preceding the first scene. The media playerclient subsequently monitors an output of a second media asset for asecond sequence of scenes that corresponds to the first sequence ofscenes. The user is anticipated to request a scene change upon viewing asimilar sequence of scenes that previously culminated in a scene thatthe user chose to change. In response to detecting the second sequenceof scenes that corresponds to the first sequence of scenes, the mediaplayer client compares the first scene (the scene that was previouslyskipped) with an upcoming scene in the second media asset. The mediaplayer client determines, based on the comparing, that the first scenedoes not correspond to the upcoming scene and outputs an indication thatthe first scene does not correspond to the upcoming scene. For example,if the first scene is a jump scare, the media player client willindicate that the upcoming scene is not a jump scare.

When monitoring the second media asset for the second sequence of scenesthat corresponds to the first sequence of scenes, the media playerclient may rely on metadata for scene comparisons. In some embodiments,the media player client determines, based on metadata of the first mediaasset, a first plurality of categories for the first sequence of scenes.Likewise, the media player client determines, based on metadata of thesecond media asset, a second plurality of categories for the secondsequence of scenes. Each scene of the respective sequence of scenes isassigned a category from the respective plurality of categories, and thenumber of scenes to include in each of the first sequence of scenes andthe second sequence of scenes may be retrieved by the media playerclient from a user profile. The media client player then compares thefirst plurality of categories with the second plurality of categories todetermine whether the second sequence of scenes corresponds to the firstsequence of scenes.

This determination can be carried out in various ways. For example, themedia player client may determine whether a majority of categories inthe second plurality of categories match the first plurality ofcategories. The media player client may also determine whether an orderof categories in the second plurality of categories matches an order ofcategories in the first plurality of categories.

In response to determining that the first sequence of scenes matches asecond sequence of scenes, the media player client compares the firstscene from the first media asset and the upcoming scene from the secondmedia asset. Specifically, the media player client determines, based onmetadata of the first media asset, a first category for the first scene,and, based on metadata of the second media asset, a second category forthe second scene. The media player client then compares the firstcategory with the second category to determine whether the respectivescenes correspond.

If the respective scenes do correspond, then the media player client mayoutput an indication that a scene change is recommended. Otherwise, insome embodiments, the media player client may generate for display anindication that the scene change at the upcoming scene is notrecommended. The media player client may output these indications at adevice different from the device on which the second media asset isbeing output.

The media player client may also monitor for a scene change requestbefore outputting any indications. In response to receiving a scenechange request prior to the upcoming scene, the media player client maynot execute the request for the scene change and may instead output theindication.

In at least one embodiment, the media player client may not activelymonitor for a sequence of scenes to provide indications on whether ascene change is recommended. Instead, the media player client mayevaluate whether to execute a scene change request. The media playerclient may receive, during an output of a media asset, a scene changerequest prior to an upcoming scene of the media asset. In response toreceiving the scene change request, the media player client determines asequence of scenes preceding the upcoming scene. The media player clientidentifies a first media asset in a viewing history and identifies afirst scene in the first media asset at which a request for a scenechange was received. The media player client subsequently determines afirst sequence of scenes preceding the first scene. In response todetermining that the first sequence of scenes corresponds to thesequence of scenes in the media asset currently being output, the mediaplayer client compares the first scene with the upcoming scene. Inresponse to determining that the first scene does not correspond to theupcoming scene, the media player client does not execute the scenechange request.

In some embodiments, the analysis of scene sequences is performed inresponse to receiving a scene change request. This scene change requestmay be, for example, a fast-forwarding request. In some embodiments,subsequent to not executing the scene change request, the media playerclient may execute a modified scene change request. In terms of thescene change request being a fast-forwarding request, the media playerclient may determine a number of frames skipped in a period of time andmodify the fast-forwarding request by reducing the number of framesskipped in the period of time. The media player client may then executethe modified fast-forwarding request.

It should be noted that the systems, methods, apparatuses, and/oraspects described above may be applied to, or used in accordance with,other systems, methods, apparatuses, and/or aspects described in thisdisclosure.

BRIEF DESCRIPTION OF THE DRAWINGS

The above and other objects and advantages of the disclosure will beapparent upon consideration of the following detailed description, takenin conjunction with the accompanying drawings, in which like referencecharacters refer to like parts throughout, and in which:

FIG. 1 shows an illustrative example of comparing scene sequences todetermine whether a scene change is needed, in accordance with someembodiments of the disclosure;

FIG. 2 shows an illustrative example of a warning indicating that ascene change is not needed, in accordance with some embodiments of thedisclosure;

FIG. 3 shows an illustrative example of not executing a scene changerequest, in accordance with some embodiments of the disclosure;

FIG. 4 is a diagram of an illustrative media device, in accordance withsome embodiments of the disclosure;

FIG. 5 is a diagram of an illustrative media system, in accordance withsome embodiments of the disclosure;

FIG. 6 is a flowchart of an illustrative process for outputting anindication that a second scene does not correspond to a first scene, inaccordance with some embodiments of the disclosure;

FIG. 7 is a flowchart of an illustrative process for determining thatthe second sequence of scenes corresponds to the first sequence ofscenes based on an order of the scenes, in accordance with someembodiments of the disclosure;

FIG. 8 is a flowchart of an illustrative process for determining thatthe second sequence of scenes corresponds to the first sequence ofscenes based on a majority of matching scenes, in accordance with someembodiments of the disclosure; and

FIG. 9 is a flowchart of an illustrative process for not executing ascene change request based on corresponding scene sequences culminatingin non-corresponding scenes, in accordance with some embodiments of thedisclosure.

DETAILED DESCRIPTION

FIG. 1 shows illustrative example 100 of comparing scene sequences todetermine whether a scene change is needed, in accordance with someembodiments of the disclosure. In example 100, the playback trackers oftwo movies are shown. The first movie, “A Quiet Place,” is a previouslyaccessed movie and the second movie, “Us,” is now being accessed. For “AQuiet Place,” the playback window between the 1-hour 52-minute mark andthe 1-hour and 56-minute mark is shown with 1-minute intervals. For“Us,” the playback window between the 1-hour 29-minute mark and the1-hour 33-minute mark is shown with 1-minute intervals. The scenes fromdifferent parts of the respective movies are depicted. Each scene isrepresented by an image labeled “M[x]_S[y]” where “x” indicates themovie number and “y” indicates the scene number.

In order to learn the user's scene-changing tendencies, the media playerclient retrieves the viewing history of the user for scene changingdata. This viewing history may be linked to a user profile on a service.For example, streaming applications such as YouTube™ keep track of auser's viewing history across multiple devices in which the user islogged onto his/her YouTube account. The media player clientsubsequently identifies a scene in a media asset listed in the viewinghistory, the scene being one at which the user previously requested ascene change. A scene change is an action that prevents the output of ascene. Scene changes may include scene skipping, fast-forwarding,channel switching, application switching, closing the media asset withinan application or media asset switching. The media player client mayfurther store, in a user profile, all scene change requests along withtheir corresponding scene identifiers (e.g., scene numbers) and movieidentifiers (e.g., movie titles). In example 100, a scene change requestis received by the media player client at M1_Sfinal between the 1-hour55-minute mark and the 1-hour 56-minute mark. The media player clientmay record this scene change request in a data structure linked to theuser profile as an entry <fast-forwarding request, “A Quiet Place,”“scene 4”>. In some embodiments, the media player client refers directlyto this data structure to identify the media asset and the scene in themedia asset at which a scene change request was previously received.

The media player client then determines a sequence of scenes precedingthe identified scene. In example 100, the media player client retrievesmetadata associated with the media asset. The metadata may label thedifferent scenes in the media asset based on their start and end times(e.g., M1_S1 begins at the 1-hour 52-minute mark and ends at the 1-hour53-minute mark). For simplicity, in example 100, each scene has a1-minute duration. Based on the metadata, the media player clientidentifies three scenes preceding the scene at which a scene change wasrequested. The number of scenes to include in a scene sequence may bepredetermined (e.g., a default value of 3 as assigned by the developersof the media player client) and may be increased/decreased by the user.In some embodiments, the media player client requests a sequence sizevalue from the user during first-time use of the media player client.The media player client stores the received value in a user profile.

The metadata may also provide categories (used interchangeably with“descriptive labels”) for each scene. In example 100, the metadata of “AQuiet Place” indicates descriptive labels “startled character,”“character enters house,” “character goes downstairs,” and “jump scare”for M1_S1, M1_S2, M1_S3, and M1_Sfinal respectively. The media playerclient stores these descriptive labels in the data structure with thescene change request information. An example entry in the data structureis shown below:

Media Asset Request Scene 1 Scene 2 Scene 3 Scene Final A Quiet Fast-startled character character goes jump scare Place forward characterenters house downstairsWhenever the media player client receives a scene change request, themedia player client may add an entry to this data structure with scenesequence categories and the type of scene change request.

Subsequent to viewing the media asset “A Quiet Place,” the user may viewthe media asset “Us.” The user has a tendency to skip jump scare scenesand the user anticipates these jump scares based on the appearance of asequence of scenes “startled character,” “character enters house,” and“character goes downstairs.” Because the user has seen this sequence in“A Quiet Place,” the user is likely to request a scene change when asimilar sequence occurs in a different media asset. Accordingly, themedia player client monitors the media assets the user views to detectthe sequence and determine whether or not the user should change thescene. The media player client may perform this monitoring in real time.For example, if “Us” is being accessed on a live television channel, themedia player client may monitor the scene sequences in “Us” while themedia asset is being output. In some embodiments, the media playerclient performs the monitoring before the sequence of scenes hasoccurred. For example, the media asset “Us” may be on a watchlist linkedto the user profile. The media player client determines that the userwill watch “Us,” and begins scanning the movie for the sequence ofscenes listed in the data structure.

In example 100, the media player client retrieves the metadata of “Us”and determines that the sequence “startled character,” “character entershouse,” and “character goes downstairs,” occurs in between the 1-hour29-minute mark and the 1-hour 32-minute mark. In a more technicaldescription of this process of detecting the sequence, the media playerclient may scan the categories in the metadata of “Us” for the category“startled character” (the first category in the sequence recorded in thedata structure). In response to detecting the category in the categoriesof “Us,” the media player client determines whether the category of thesubsequent scene in “Us” is “character enters house.” In response todetermining that the category of the subsequent scene in “Us” is“character enters house,” the media player client determines whether thecategory of the subsequent scene is “character goes downstairs.” Inresponse to detecting that all categories in the recorded sequence from“A Quiet Place” match the categories in a sequence of “Us,” the mediaplayer client determines that the scene following the scene sequence in“Us” is a candidate for a scene change.

The media player client may alternatively determine that two sequencescorrespond to each other if a majority of the scenes in the sequencehave similar or matching categories. For example, the media playerclient compares the categories of the recorded sequence in the datastructure with three categories of consecutive scenes in “Us.” Supposethat the category of M2_S2 is “character runs,” instead of “characterenters house.” By comparing scenes three at a time, the media playerclient will determine that the categories of M1_S1, M1_S3 and M2_51,M2_S3 match, respectively, whereas the categories of M1_S2 and M2_S2 aredifferent. Because the media player client is able to detect two matchesout of a possible three (i.e., a majority match), the media playerclient determines that the two sequences correspond to each other.

As different content providers may label scenes differently in themetadata (e.g., instead of “startled character,” the content providermay label the scene as “scared character”), the media player clientapplies a fuzzy matching logic when comparing the categories. Forexample, the media player client determines the synonyms of terms usedin the categories and also identifies interchangeable phrases and namesthat would not alter the meaning of a sentence. If the sequence in “Us”is labelled as “afraid heroine,” “heroine goes inside house” and“heroine goes downstairs,” the media player client may still determine amatch between the sequence categories because “heroine” and “character”are interchangeable, “startled” and “afraid” are synonyms, and “goesinside” and “enters” are interchangeable.

In some embodiments, the content provider may not provide metadata for amedia asset. In such cases, the media player client determines that nometadata is retrievable and automatically categorizes each scene itself.For example, the media player client may determine a period of time toallocate to each scene (e.g., 1-minute intervals). The media playerclient scans the frames of a 1-minute scene and identifies a prominentframe. The prominent frame represents a frame that depicts an imageappearing in a majority of the frames within the 1-minute scene. Inexample 100, these prominent frames are depicted. Considering M2_S1, forexample, the prominent frame is a character close-up. Subsequent toidentifying the prominent frame, the media player client assigns acategory to the scene by using image processing to determine descriptivelabels for the prominent scene (e.g., using image classification tooutput the descriptive label “scared girl.”). The descriptive label“scared girl” thus becomes the category for M2_S1 and the media playerclient proceeds to categorize the remaining scenes in the media asset.

In response to determining that the recorded sequence (M1_S1, M1_S2,M1_S3) from “A Quiet Place” corresponds to the sequence (M2_S1, M2_S2,M2_S3) from “Us,” the media player client compares the culminatingscenes, namely, M1_Sfinal and M2_Sfinal. The media player client may,for example, compare the categories of the respective scenes (asdetermined via metadata or image classification). In example 100, themedia player client determines that the categories “jump scare” and “nojump scare” do not correspond. It is also possible that the category ofM2_Sfinal can be something different altogether such as “characterenters hallway.” Because the categories still do not correspond, themedia player client determines that the scenes do not correspond either.This implies that what caused the user to previously fast-forwardthrough M2_Sfinal (e.g., the jump scare) is not in M2_Sfinal. Even ifthe user is inclined to request a scene change, the scene change is notneeded, because the jump scare that the user is trying to avoid is notin the upcoming scene in “Us.” The media player client accordinglyoutputs an indication that the scenes do not match. In the event thatthe media player client determines that the scenes do not match beforethe user begins watching “Us” or before playback arrives at M2_Sfinal,the media player client schedules an output of the indication. The mediaplayer client may, for example, schedule the output at the 1-hr32-minute mark. The output of the indication may be displayed, deliveredvia audio, or a combination thereof.

Because the data structure with scene sequences and scene changerequests may grow quite large in size, the media player client mayemploy a classification-based machine learning algorithm foranticipating whether the user will want to request a scene change. Forexample, the media player client may utilize the data structure entriesas a training and testing dataset. The training/testing datasets furtherinclude entries of sequences where a scene change was not requested. Theinput to the algorithm is a sequence of scenes including the culminatingscene at which a scene change was requested (e.g., M1_S1 to M1_Sfinal).The output is an indication of whether a scene change is recommended.The media player client thereby trains a binary classifier using, forexample, gradient descent to recognize the sequences that motivate auser to request a scene change. Subsequent to training the binaryclassifier, the media player client provides new sequences (e.g., scenesM2_S1 to M2_Sfinal from “Us”) to the binary classifier and receives anindication recommending or not recommending a scene change.

FIG. 2 shows illustrative example 200 of a warning indicating that ascene change is not needed, in accordance with some embodiments of thedisclosure. Suppose that the user is viewing “Us” on smart television202. The media player client may generate for display a textbox stating“scene change not needed” on a portion of the frame prior to M2_Sfinal.In some embodiments, the media player client generates this indicationon a different device (e.g., at least one of smartphone 204 andsmartwatch 206). The media player client detects a different devicelinked to the user profile of the user. For example, the user may becasting the output of the media asset from smartphone 204 to smarttelevision 202. Rather than generating the output of the indication onsmart television 202, the media player client generates the output onsmartphone 204. If smartwatch 206 is linked with smartphone 204, themedia player client may additionally or alternatively output theindication on smartwatch 206. The media player client may specificallyschedule the output prior to M2_Sfinal's playback (e.g., a set period oftime such as 10 seconds before the first frame of the scene is output).

FIG. 3 shows illustrative example 300 of not executing a scene changerequest, in accordance with some embodiments of the disclosure. In someembodiments, the media player client receives a scene change request atM2_S3. Because the media player client has already determined that thescene does not need to be changed, the media player client does notexecute the received change request. Instead, the media player clientmay output a textbox stating “scene change not needed” or “scene changeblocked” as depicted in example 300.

In one embodiment, the media player client does not actively monitor fora sequence of scenes to provide indications on whether a scene change isrecommended. Instead, the media player client may evaluate whether toexecute a scene change request. The media player client receives, duringan output of a media asset (e.g., “Us”), a scene change request prior toan upcoming scene of the media asset. For example, the media playerclient may receive a scene change request during M2_S3 (with theupcoming scene being M2_Sfinal). In response to receiving the scenechange request, the media player client determines a sequence of scenespreceding the upcoming scene (e.g., M2_S1 to M2_S3).

The media player client identifies a previously viewed media asset inthe user's viewing history, such as “A Quiet Place,” and identifies afirst scene (e.g., M1_Sfinal) in first media asset at which a requestfor a scene change was received. The media player client subsequentlydetermines a first sequence of scenes preceding the first scene. In someembodiments, the media player client performs this determination and theidentification of the first scene by referring to the data structurelisting scene sequences and scene change requests. In response todetermining that the first sequence of scenes corresponds to thesequence of scenes in the media asset currently being output (e.g.,M1_S1 to M1_S3 correspond to M2_S1 to M2_S3), the media player clientcompares the first scene (e.g., M1_Sfinal) with the upcoming scene(e.g., M2_Sfinal). In response to determining that the first scene doesnot correspond to the upcoming scene, the media player client does notexecute the scene change request. As depicted in example 300, the mediaplayer client may instead output an indication that the scene changerequest has been blocked or is not needed.

FIG. 4 shows a generalized embodiment of illustrative device 400. Asdepicted in FIG. 4, device 400 is a smartphone. However, device 400 isnot limited to smartphones and may be any computing device. For example,device 400 of FIG. 4 can be implemented in system 500 of FIG. 5 asdevice 502 (e.g., a smartphone, a smart television, a computer, or anycombination thereof).

Device 400 may receive data via input/output (hereinafter I/O) path 402.I/O path 402 may provide received data to control circuitry 404, whichincludes processing circuitry 406 and storage 408. Control circuitry 404may be used to send and receive commands, requests, and other suitabledata using I/O path 402. I/O path 402 may connect control circuitry 404(and specifically processing circuitry 406) to one or more communicationpaths (described below). I/O functions may be provided by one or more ofthese communication paths but the paths are shown as a single path inFIG. 4 to avoid overcomplicating the drawing.

Control circuitry 404 may be based on any suitable processing circuitrysuch as processing circuitry 406. As referred to herein, processingcircuitry should be understood to mean circuitry based on one or moremicroprocessors, microcontrollers, digital signal processors,programmable logic devices, field-programmable gate arrays (FPGAs),application-specific integrated circuits (ASICs), etc., and may includea multi-core processor (e.g., dual-core, quad-core, hexa-core, or anysuitable number of cores) or supercomputer. In some embodiments,processing circuitry may be distributed across multiple separateprocessors or processing units, for example, multiple of the same typeof processing units (e.g., two Intel Core i7 processors) or multipledifferent processors (e.g., an Intel Core i5 processor and an Intel Corei7 processor). In some embodiments, control circuitry 404 executesinstructions for a media player client stored in memory (i.e., storage408).

A media player client may be a stand-alone application implemented on adevice or a server. The media player client may be implemented assoftware or a set of executable instructions. The instructions forperforming any of the embodiments discussed herein of the media playerclient may be encoded on non-transitory computer-readable media (e.g., ahard drive, random-access memory on a DRAM integrated circuit, read-onlymemory on a BLU-RAY disk, etc.) or transitory computer-readable media(e.g., propagating signals carrying data and/or instructions). Forexample, in FIG. 4 the instructions may be stored in storage 408 andexecuted by control circuitry 404 of a device 400.

In some embodiments, a media player client may be a client-serverapplication where only the client application resides on device 400(e.g., device 502), and a server application resides on an externalserver (e.g., server 506). For example, a media player client may beimplemented partially as a client application on control circuitry 404of device 400 and partially on server 506 as a server applicationrunning on control circuitry. Server 506 may be a part of a local areanetwork with device 502 or may be part of a cloud computing environmentaccessed via the Internet. In a cloud computing environment, varioustypes of computing services for performing searches on the Internet orinformational databases, providing storage (e.g., for scene changerequests and scene sequences) or parsing data are provided by acollection of network-accessible computing and storage resources (e.g.,server 506), referred to as the cloud. Device 400 may be a cloud clientthat relies on the cloud computing capabilities from server 506 tocompare scene sequences and individual scenes. When executed by controlcircuitry of server 506, the media player client may instruct thecontrol circuitry to generate the media player client output (e.g., theindication that the first scene and the second scene correspond to eachother) and execute/not execute a scene change request received at device502. The client application may instruct control circuitry of thereceiving device 502 to generate the media player client output.Alternatively, device 502 may perform all computations locally viacontrol circuitry 404 without relying on server 506.

Control circuitry 404 may include communications circuitry suitable forcommunicating with a media player client server or other networks orservers. The instructions for carrying out the above-mentionedfunctionality may be stored and executed on server 506. Communicationscircuitry may include a cable modem, an integrated services digitalnetwork (ISDN) modem, a digital subscriber line (DSL) modem, a telephonemodem, an Ethernet card, or a wireless modem for communications withother equipment, or any other suitable communications circuitry. Suchcommunications may involve the Internet or any other suitablecommunication network or paths. In addition, communications circuitrymay include circuitry that enables peer-to-peer communication ofdevices, or communication of devices in locations remote from eachother.

Memory may be an electronic storage device provided as storage 408 thatis part of control circuitry 404. As referred to herein, the phrase“electronic storage device” or “storage device” should be understood tomean any device for storing electronic data, computer software, orfirmware, such as random-access memory, read-only memory, hard drives,optical drives, solid state devices, quantum storage devices, gamingconsoles, or any other suitable fixed or removable storage devices,and/or any combination of the same. Nonvolatile memory may also be used(e.g., to launch a boot-up routine and other instructions). Cloud-basedstorage (e.g., on server 506) may be used to supplement storage 408 orinstead of storage 408.

A user may send instructions to control circuitry 404 using user inputinterface 410 of device 400. User input interface 410 may be anysuitable user interface touchscreen, touchpad, or stylus and may beresponsive to external device add-ons such as a remote control, mouse,trackball, keypad, keyboard, joystick, voice recognition interface, orother user input interfaces. Display 410 (also referred to as displaycircuitry) may be a touchscreen or touch-sensitive display. In suchcircumstances, user input interface 410 may be integrated with orcombined with display 412. Display 412 may be one or more of a monitor,a television, a liquid crystal display (LCD) for a mobile device,amorphous silicon display, low temperature poly silicon display,electronic ink display, electrophoretic display, active matrix display,electro-wetting display, electro-fluidic display, cathode ray tubedisplay, light-emitting diode display, electroluminescent display,plasma display panel, high-performance addressing display, thin-filmtransistor display, organic light-emitting diode display,surface-conduction electron-emitter display (SED), laser television,carbon nanotubes, quantum dot display, interferometric modulatordisplay, or any other suitable equipment for displaying visual images. Avideo card or graphics card may generate the output to the display 412.Speakers 414 may be provided as integrated with other elements of userequipment device 400 or may be stand-alone units. An audio component ofthe indication that scenes correspond, and other content displayed ondisplay 412, may be played through speakers 414. In some embodiments,the audio may be distributed to a receiver (not shown), which processesand outputs the audio via speakers 414.

Control circuitry 404 may allow a user to provide user profileinformation or may automatically compile user profile information. Forexample, control circuitry 404 may monitor user requests for scenechanges and the media assets associated with the requests. Controlcircuitry 404 may store the scene change requests in a viewing historydatabase linked to the user profile. Additionally, control circuitry 404may obtain all or part of other user profiles that are related to aparticular user (e.g., via social media networks), and/or obtaininformation about the user from other sources that control circuitry 404may access. As a result, a user can be provided with a unifiedexperience across the user's different devices.

As depicted in FIG. 5, device 502 may be coupled to communicationnetwork 504. Communication network 504 may be one or more networksincluding the Internet, a mobile phone network, mobile voice or datanetwork (e.g., a 4G or LTE network), cable network, public switchedtelephone network, Bluetooth, or other type of communication network orcombinations of communication networks. Thus, device 502 may communicatewith server 506 over communication network 504 via communicationscircuitry described above. It should be noted that there may be morethan one server 506, but only one is shown in FIG. 5 to avoidovercomplicating the drawing. The arrows connecting the respectivedevice(s) and server(s) represent communication paths, which may includea satellite path, a fiber-optic path, a cable path, a path that supportsInternet communications (e.g., IPTV), a free-space connection (e.g., forbroadcast or other wireless signals), or any other suitable wired orwireless communication path or combination of such paths.

FIG. 6 is a flowchart of illustrative process 600 for outputting anindication that a second scene does not correspond to a first scene, inaccordance with some embodiments of the disclosure. Process 600 may beperformed by control circuitry 404 of device 502 and/or server 506. At602, control circuitry 404 identifies a media asset in a viewing historystored in storage 408 of device 502 or server 506. For example, themedia asset may be the movie “A Quiet Place,” as shown in example 100.At 604, control circuitry 404 identifies, in the media asset, a firstscene at which a request for a scene change was received. Referring toexample 100, the first scene is M1_Sfinal. At 606, control circuitry 404determines a first sequence of scenes (e.g., M1_S1 to M1_S3) precedingthe first scene.

At 608, control circuitry 404 monitors an output of a second media assetfor a second sequence of scenes that corresponds to the first sequenceof scenes. For example, the user may be viewing the movie “Us” on device502. Control circuitry 404 scans the scenes of “Us” for a sequence ofscenes that corresponds to the sequence of scenes determined in “A QuietPlace” (i.e., M2 S1 to M2_S3). At 610, control circuitry 404 determineswhether the second sequence of scenes corresponds to the first sequenceof scenes. In response to determining that the second sequence of scenesdoes not correspond to the first sequence of scenes, process 600 returnsto 602, where control circuitry 404 identifies a different media assetin the viewing history. For example, the viewing history may includemultiple movies of the horror genre and control circuitry 404 selects adifferent movie in which a scene change request was previously received.

Alternatively, in response to determining that the second sequence ofscenes corresponds to the first sequence of scenes, at 612, controlcircuitry 404 determines whether the second scene (e.g., M2_Sfinal)corresponds to the first scene (e.g., M1_Sfinal). In response todetermining that the second scene does not correspond to the firstscene, at 614, control circuitry 404 outputs an indication that thesecond scene does not correspond to the first scene. Otherwise, at 616,control circuitry 404 outputs an indication that the second scenecorresponds to the first scene.

FIG. 7 is a flowchart of illustrative process 700 for determining thatthe second sequence of scenes corresponds to the first sequence ofscenes based an order of the scenes, in accordance with some embodimentsof the disclosure. Process 700 elaborates on 610 of process 600. At 702,control circuitry 404 determines N number of scenes to consider in asequence. For example, control circuitry 404 determines that it willconsider the three consecutive scenes preceding a scene at which a scenechange was requested. At 704, control circuitry 404 determines, based onmetadata of the first media asset, a first plurality of categories forthe first sequence of scenes comprising N scenes. Referring to example100, the categories for M1_S1, M1_S2 and M1_S3 are “startled character,”“character enters house,” and “character goes downstairs,” respectively.At 706, control circuitry 404 determines, based on metadata of thesecond media asset, a second plurality of categories for the secondsequence of scenes comprising N scenes. Referring to example 100, thecategories for M2_S1, M2_S2 and M2_S3 are “startled character,”“character enters house,” and “character goes downstairs,” respectively.

At 708, control circuitry 404 identifies the Nth scene and thecorresponding Nth category from the first plurality of categories andthe Nth scene and the corresponding Nth category from the secondplurality of categories. For example, control circuitry 404 identifiesthe third scene from both sequences. At 710, control circuitry 404determines whether the Nth category from first plurality and the Nthcategory from the second plurality correspond. For example, controlcircuitry 404 compares the category of M1_S3 and M2_S3 and determinesthat both categories are “character goes downstairs.” In response todetermining that the respective categories do not correspond, at 712,control circuitry 404 ends process 700 by determining that the secondsequence of scenes does not correspond to the first sequence of scenes.In contrast, if, at 710, control circuitry 404 determines that therespective categories correspond, at 714, control circuitry 404decrements the value of N by 1. At 716, control circuitry 404 determineswhether N equals 0 (e.g., all N scenes have been considered). Inresponse to determining that N does not equal 0, process 700 returns to708, where the new Nth scenes are considered. For example, controlcircuitry 404 considers the second scene from both sequences, andsubsequent to determining that the respective categories of the secondscenes correspond, considers the first scene from both sequences. Inresponse to determining that N equals 0, control circuitry 404 endsprocess 700 at 718, where control circuitry 404 determines that thesecond sequence of scenes corresponds to the first sequence of scenes.

FIG. 8 is a flowchart of illustrative process 800 for determining thatthe second sequence of scenes corresponds to the first sequence ofscenes based a majority of matching scenes, in accordance with someembodiments of the disclosure. Process 800 starts when 704 and 706 arecompleted in process 700. At 802, control circuitry 404 identifies theNth scene and the corresponding Nth category from the first plurality ofcategories and the Nth scene and the corresponding Nth category from thesecond plurality of categories. For example, control circuitry 404considers the third scenes of the respective sequences. At 804, controlcircuitry 404 determines whether the Nth category from first pluralityand the Nth category from the second plurality correspond. In responseto determining that the Nth category from first plurality and the Nthcategory from the second plurality correspond, at 806, control circuitry404 increments a matching counter. For example, in response todetermining that the categories for the third scenes are both “charactergoes downstairs,” control circuitry 404 increments a matching counter,which is initially “0,” to “1.”

From 806 and 808, control circuitry 404 proceeds to 810, where controlcircuitry 404 decrements the value of N by 1. At 812, control circuitry404 determines whether N equals 0. In response to determining that Ndoes not equal 0, process 800 returns to 802, where the new Nth scenesare identified. In this iteration through the loop between 802 and 812,control circuitry 404 considers the second scenes in the respectivesequences. Suppose that the category of M1_S2 is “character entershouse” and the category of M2_S2 is “character runs away.” In responseto determining that the Nth category from the first plurality and theNth category from the second plurality do not correspond, at 808,control circuitry 404 increments a non-matching counter (e.g., from “0”to “1”). In another iteration through the loop, control circuitry 404considers the first scenes of the respective sequences and in responseto determining that the scenes correspond, control circuitry 404increments the matching counter (e.g., from “1” to “2”).

At 812, if control circuitry 404 determines that N equals 0 (indicatingthat no other scenes are left to consider in the respective sequences),at 814, control circuitry 404 determines whether the nonmatching counteris greater than the matching counter. In response to determining thatthe nonmatching counter is greater than the matching counter, at 818,control circuitry 404 determines that the second sequence of scenes doesnot correspond to the first sequence of scenes. Otherwise, in responseto determining that the nonmatching counter is not greater than thematching counter, at 816, control circuitry 404 determines that thesecond sequence of scenes corresponds to the first sequence of scenes.In the overarching example provided, because the matching counter is at“2” and the non-matching counter is at “0,” control circuitry 404determines that the respective sequences correspond to each other.

FIG. 9 is a flowchart of illustrative process 900 for not executing ascene change request based on corresponding scene sequences culminatingin non-corresponding scenes, in accordance with some embodiments of thedisclosure. At 902, control circuitry 404 receives, during an output ofa first media asset, a scene change request prior to a first scene ofthe first media asset. For example, while viewing the movie “Us” a usermay attempt to fast-forward past M2_Sfinal. The fast-forwarding requestmay specifically be initiated prior to playback of M2_Sfinal (e.g.,during playback of M2_S3). At 904, control circuitry 404 determines afirst sequence of scenes preceding the first scene (e.g., M2_51, M2_S2,M2_S3). At 906, control circuitry 404 identifies a second media asset ina viewing history in storage 408 (e.g., “A Quiet Place”).

At 908, control circuitry 404 identifies, in the second media asset, asecond scene at which a request for a scene change was received (e.g.,M1_Sfinal). At 910, control circuitry 404 determines a second sequenceof scenes preceding the second scene (e.g., M1_S1 to M1_S3). At 912,control circuitry 404 determines whether the second sequence of scenescorresponds to the first sequence of scenes. In response to determiningthat the respective sequences do not correspond, process 900 returns to906 where a different media asset is identified from the viewinghistory. In response to determining that the respective sequences docorrespond, at 914, control circuitry 404 determines whether the secondscene corresponds to the first scene (e.g., whether M1_Sfinalcorresponds to M2_Sfinal). In response to determining that the secondscene corresponds to the first scene, at 918, control circuitry 404executes the scene change request (e.g., fast-forwards throughM2_Sfinal). Otherwise, at 916, control circuitry 404 does not executethe scene change request. In some embodiments, subsequent to 916,control circuitry 404 outputs an indication (e.g., via display 412and/or speakers 414) that a scene change is not recommended.

It should be noted that processes 600-900 or any step thereof could beperformed on, or provided by, any of the devices shown in FIGS. 4-5. Forexample, the processes may be executed by control circuitry 404 (FIG. 4)as instructed by a media player client implemented on device 502 and/orserver 506. In addition, one or more steps of a process may beincorporated into or combined with one or more steps of any otherprocess or embodiment (e.g., steps from process 600 may be combined withsteps from process 800). In addition, the steps and descriptionsdescribed in relation to FIGS. 6-9 may be done in alternative orders orin parallel to further the purposes of this disclosure. For example,each of these steps may be performed in any order or in parallel orsubstantially simultaneously to reduce lag or increase the speed of thesystem or method.

The processes discussed above are intended to be illustrative and notlimiting. One skilled in the art would appreciate that the steps of theprocesses discussed herein may be omitted, modified, combined, and/orrearranged, and any additional steps may be performed, without departingfrom the scope of the invention. More generally, the above disclosure ismeant to be exemplary and not limiting. Only the claims that follow aremeant to set bounds as to what the present invention includes. Inaddition, the systems and methods described herein may be performed inreal time. It should also be noted, the systems and/or methods describedabove may be applied to, or used in accordance with, other systemsand/or methods.

1-50. (canceled)
 51. A method comprising: presenting a media asset fordisplay; receiving a first scene change request of a first type; inresponse to receiving the first scene change request of the first type,identifying an upcoming scene in the media asset; in response toidentifying the upcoming scene in the media asset, determining theupcoming scene corresponds to a second scene change request of a secondtype; and performing the scene change request of the second type whenthe upcoming scene is scheduled to be displayed.
 52. The method of claim51, wherein the scene change request is a fast-forwarding request,further comprising: determining, for the fast-forwarding request, anumber of frames skipped in a period of time; modifying thefast-forwarding request by reducing the number of frames skipped in theperiod of time; and executing the modified fast-forwarding request. 53.The method of claim 51, further comprising generating for display awarning that a scene change at the first scene is not recommended. 54.The method of claim 53, wherein generating for display the warningcomprises: selecting, from a plurality of devices listed in a userprofile, a second device different from the first device; and generatingfor display the warning on the second device.
 55. The method of claim53, wherein the media asset is being presented for display on a firstdevice, and wherein generating for display the warning comprises:selecting, from a plurality of devices listed in a user profile, asecond device different from the first device; and generating fordisplay the warning on the second device.
 56. The method of claim 51,wherein determining the upcoming scene corresponds to the second scenechange request of the second type comprises: determining, based onmetadata of the media asset, a first plurality of categories for thefirst sequence of scenes, wherein each scene of the first sequence ofscenes is assigned a respective category from the first plurality ofcategories; determining, based on metadata of the media asset, a secondplurality of categories for upcoming of scene; comparing the firstplurality of categories with the second plurality of categories; anddetermining that the upcoming scene corresponds to the first sequence ofscenes based on comparing the first plurality of categories with thesecond plurality of categories.
 57. The method of claim 56, whereindetermining that the upcoming scene corresponds to the first sequence ofscenes based on comparing the first plurality of categories with thesecond plurality of categories comprises: determining whether a majorityof categories in the second plurality of categories match the firstplurality of categories; and in response to determining that themajority of categories in the second plurality of categories match thefirst plurality of categories, determining that the upcoming scenecorresponds to the first sequence of scenes.
 58. The method of claim 56,wherein determining that the upcoming scene corresponds to the firstsequence of scenes based on comparing the first plurality of categorieswith the second plurality of categories comprises: determining whetheran order of categories in the second plurality of categories matches anorder of categories in the first plurality of categories; and inresponse to determining that the order of categories in the secondplurality of categories matches the order of categories in the firstplurality of categories, determining that the upcoming scene correspondsto the first sequence of scenes.
 59. The method of claim 51, furthercomprising retrieving, from a user profile, a sequence size valueindicative of a number of scenes to include in each of the firstsequence of scenes and the second sequence of scenes.
 60. The method ofclaim 51, further comprising: determining, based on the comparing, thatthe first scene corresponds to the upcoming scene; and in response todetermining that the first scene corresponds to the upcoming scene,outputting an indication that a scene change at the upcoming scene isrecommended.
 61. A system comprising: a memory storing instructions;input/output circuitry configured to: present a media asset for display;and receive a first scene change request of a first type; controlcircuitry communicably coupled to the memory and the input/outputcircuitry and configured to execute the instructions to: in response toreceiving the first scene change request of the first type, identify anupcoming scene in the media asset; in response to identifying theupcoming scene in the media asset, determine the upcoming scenecorresponds to a second scene change request of a second type; andperform the scene change request of the second type when the upcomingscene is scheduled to be displayed.
 62. The system of claim 61, whereinthe control circuitry configured to perform the scene change request isfurther configured to perform a fast-forwarding request, wherein thecontrol circuitry configured to perform the fast-forwarding request isfurther configured to: determine, for the fast-forwarding request, anumber of frames skipped in a period of time; modify the fast-forwardingrequest by reducing the number of frames skipped in the period of time;and execute the modified fast-forwarding request.
 63. The system ofclaim 61, wherein the control circuitry is further configured togenerate for display a warning that a scene change at the first scene isnot recommended.
 64. The system of claim 63, wherein the controlcircuitry configured to generate for display the warning is furtherconfigured to: select, from a plurality of devices listed in a userprofile, a second device different from the first device; and generatefor display the warning on the second device.
 65. The system of claim63, wherein the control circuitry is configured to display the mediaasset on a first device, and wherein the control circuitry configured togenerate for display the warning is further configured to: select, froma plurality of devices listed in a user profile, a second devicedifferent from the first device; and generate for display the warning onthe second device.
 66. The system of claim 61, wherein the controlcircuitry configured to determine the upcoming scene corresponds to thesecond scene change request of the second type is further configured to:determine, based on metadata of the media asset, a first plurality ofcategories for the first sequence of scenes, wherein each scene of thefirst sequence of scenes is assigned a respective category from thefirst plurality of categories; determine, based on metadata of the mediaasset, a second plurality of categories for upcoming of scene; comparethe first plurality of categories with the second plurality ofcategories; and determine that the upcoming scene corresponds to thefirst sequence of scenes based on comparing the first plurality ofcategories with the second plurality of categories.
 67. The system ofclaim 66, wherein the control circuitry configured to determine that theupcoming scene corresponds to the first sequence of scenes based oncomparing the first plurality of categories with the second plurality ofcategories is further configured to: determine whether a majority ofcategories in the second plurality of categories match the firstplurality of categories; and in response to determining that themajority of categories in the second plurality of categories match thefirst plurality of categories, determine that the upcoming scenecorresponds to the first sequence of scenes.
 68. The system of claim 66,wherein the control circuitry configured to determine that the upcomingscene corresponds to the first sequence of scenes based on comparing thefirst plurality of categories with the second plurality of categories isfurther configured to: determine whether an order of categories in thesecond plurality of categories matches an order of categories in thefirst plurality of categories; and in response to determining that theorder of categories in the second plurality of categories matches theorder of categories in the first plurality of categories, determine thatthe upcoming scene corresponds to the first sequence of scenes.
 69. Thesystem of claim 61, wherein the control circuitry is further configuredto retrieve, from a user profile, a sequence size value indicative of anumber of scenes to include in each of the first sequence of scenes andthe second sequence of scenes.
 70. The system of claim 61, furtherwherein the control circuitry is further configured to: determine, basedon the comparing, that the first scene corresponds to the upcomingscene; and in response to determining that the first scene correspondsto the upcoming scene, output an indication that a scene change at theupcoming scene is recommended.